Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	1232
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	134.8 KiB
Average record size in memory	112.0 B

Variable types

Categorical	3
Numeric	12

Alerts

`Year` is highly overall correlated with `SLG`	High correlation
`RS` is highly overall correlated with `W` and 3 other fields	High correlation
`RA` is highly overall correlated with `W`	High correlation
`W` is highly overall correlated with `RS` and 4 other fields	High correlation
`OBP` is highly overall correlated with `RS` and 2 other fields	High correlation
`SLG` is highly overall correlated with `Year` and 3 other fields	High correlation
`BA` is highly overall correlated with `RS` and 2 other fields	High correlation
`RankSeason` is highly overall correlated with `W` and 2 other fields	High correlation
`RankPlayoffs` is highly overall correlated with `W` and 2 other fields	High correlation
`OOBP` is highly overall correlated with `OSLG`	High correlation
`OSLG` is highly overall correlated with `OOBP`	High correlation
`Team` is highly overall correlated with `League`	High correlation
`League` is highly overall correlated with `Team`	High correlation
`Playoffs` is highly overall correlated with `W` and 2 other fields	High correlation
`League` is uniformly distributed	Uniform
`RankSeason` has 988 (80.2%) zeros	Zeros
`RankPlayoffs` has 988 (80.2%) zeros	Zeros

Reproduction

Analysis started	2023-06-07 08:00:41.457399
Analysis finished	2023-06-07 08:01:06.598393
Duration	25.14 seconds
Software version	ydata-profiling vv4.2.0
Download configuration	config.json

Team
Categorical

Distinct	39
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	19.2 KiB

HOU	47
DET	47
BAL	47
BOS	47
CHC	47
Other values (34)	997

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3696
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.2%

Sample

1st row	ARI
2nd row	ATL
3rd row	BAL
4th row	BOS
5th row	CHC

Common Values

Value	Count	Frequency (%)
HOU	47	3.8%
DET	47	3.8%
BAL	47	3.8%
BOS	47	3.8%
CHC	47	3.8%
CHW	47	3.8%
CIN	47	3.8%
CLE	47	3.8%
STL	47	3.8%
PHI	47	3.8%
Other values (29)	762	61.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
hou	47	3.8%
det	47	3.8%
nyy	47	3.8%
nym	47	3.8%
min	47	3.8%
lad	47	3.8%
sfg	47	3.8%
pit	47	3.8%
phi	47	3.8%
stl	47	3.8%
Other values (29)	762	61.9%

Most occurring characters

Value	Count	Frequency (%)
L	348	9.4%
C	327	8.8%
A	326	8.8%
T	269	7.3%
I	243	6.6%
N	240	6.5%
S	233	6.3%
O	218	5.9%
H	188	5.1%
M	170	4.6%
Other values (12)	1134	30.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3696	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
L	348	9.4%
C	327	8.8%
A	326	8.8%
T	269	7.3%
I	243	6.6%
N	240	6.5%
S	233	6.3%
O	218	5.9%
H	188	5.1%
M	170	4.6%
Other values (12)	1134	30.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3696	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
L	348	9.4%
C	327	8.8%
A	326	8.8%
T	269	7.3%
I	243	6.6%
N	240	6.5%
S	233	6.3%
O	218	5.9%
H	188	5.1%
M	170	4.6%
Other values (12)	1134	30.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3696	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
L	348	9.4%
C	327	8.8%
A	326	8.8%
T	269	7.3%
I	243	6.6%
N	240	6.5%
S	233	6.3%
O	218	5.9%
H	188	5.1%
M	170	4.6%
Other values (12)	1134	30.7%

League
Categorical

HIGH CORRELATION UNIFORM

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	19.2 KiB

NL	616
AL	616

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2464
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NL
2nd row	NL
3rd row	AL
4th row	AL
5th row	NL

Common Values

Value	Count	Frequency (%)
NL	616	50.0%
AL	616	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nl	616	50.0%
al	616	50.0%

Most occurring characters

Value	Count	Frequency (%)
L	1232	50.0%
N	616	25.0%
A	616	25.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2464	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
L	1232	50.0%
N	616	25.0%
A	616	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2464	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
L	1232	50.0%
N	616	25.0%
A	616	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2464	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
L	1232	50.0%
N	616	25.0%
A	616	25.0%

Year
Real number (ℝ)

Distinct	47
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1988.9578

Minimum	1962
Maximum	2012
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	1962
5-th percentile	1965
Q1	1976.75
median	1989
Q3	2002
95-th percentile	2010
Maximum	2012
Range	50
Interquartile range (IQR)	25.25

Descriptive statistics

Standard deviation	14.819625
Coefficient of variation (CV)	0.00745095
Kurtosis	-1.2048462
Mean	1988.9578
Median Absolute Deviation (MAD)	13
Skewness	-0.15192926
Sum	2450396
Variance	219.62129
Monotonicity	Decreasing

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
2012	30	2.4%
2004	30	2.4%
2011	30	2.4%
1998	30	2.4%
1999	30	2.4%
2001	30	2.4%
2002	30	2.4%
2003	30	2.4%
2000	30	2.4%
2005	30	2.4%
Other values (37)	932	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1962	20	1.6%
1963	20	1.6%
1964	20	1.6%
1965	20	1.6%
1966	20	1.6%
1967	20	1.6%
1968	20	1.6%
1969	24	1.9%
1970	24	1.9%
1971	24	1.9%

Value	Count	Frequency (%)
2012	30	2.4%
2011	30	2.4%
2010	30	2.4%
2009	30	2.4%
2008	30	2.4%
2007	30	2.4%
2006	30	2.4%
2005	30	2.4%
2004	30	2.4%
2003	30	2.4%

RS
Real number (ℝ)

Distinct	374
Distinct (%)	30.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	715.08198

Minimum	463
Maximum	1009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	463
5-th percentile	570.55
Q1	652
median	711
Q3	775
95-th percentile	871.45
Maximum	1009
Range	546
Interquartile range (IQR)	123

Descriptive statistics

Standard deviation	91.534294
Coefficient of variation (CV)	0.12800531
Kurtosis	-0.020576521
Mean	715.08198
Median Absolute Deviation (MAD)	61
Skewness	0.17450786
Sum	880981
Variance	8378.527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
682	11	0.9%
691	11	0.9%
707	10	0.8%
735	10	0.8%
758	10	0.8%
708	10	0.8%
673	9	0.7%
714	9	0.7%
654	9	0.7%
731	9	0.7%
Other values (364)	1134	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
463	1	0.1%
464	1	0.1%
468	1	0.1%
470	1	0.1%
473	1	0.1%
486	1	0.1%
495	2	0.2%
498	2	0.2%
501	1	0.1%
510	1	0.1%

Value	Count	Frequency (%)
1009	1	0.1%
993	1	0.1%
978	1	0.1%
968	2	0.2%
965	1	0.1%
961	2	0.2%
952	1	0.1%
950	1	0.1%
949	2	0.2%
947	1	0.1%

RA
Real number (ℝ)

Distinct	381
Distinct (%)	30.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	715.08198

Minimum	472
Maximum	1103
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	472
5-th percentile	571.1
Q1	649.75
median	709
Q3	774.25
95-th percentile	877.8
Maximum	1103
Range	631
Interquartile range (IQR)	124.5

Descriptive statistics

Standard deviation	93.079933
Coefficient of variation (CV)	0.1301668
Kurtosis	-0.010927035
Mean	715.08198
Median Absolute Deviation (MAD)	62
Skewness	0.29856263
Sum	880981
Variance	8663.8739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
717	11	0.9%
657	10	0.8%
744	10	0.8%
731	10	0.8%
648	10	0.8%
680	10	0.8%
611	9	0.7%
643	9	0.7%
698	9	0.7%
745	9	0.7%
Other values (371)	1135	92.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
472	1	0.1%
490	1	0.1%
491	1	0.1%
492	1	0.1%
497	1	0.1%
499	1	0.1%
501	1	0.1%
504	1	0.1%
509	1	0.1%
517	2	0.2%

Value	Count	Frequency (%)
1103	1	0.1%
1028	1	0.1%
974	1	0.1%
971	1	0.1%
969	1	0.1%
968	1	0.1%
967	2	0.2%
964	1	0.1%
957	1	0.1%
948	1	0.1%

W
Real number (ℝ)

Distinct	63
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.904221

Minimum	40
Maximum	116
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	40
5-th percentile	62
Q1	73
median	81
Q3	89
95-th percentile	98
Maximum	116
Range	76
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.458139
Coefficient of variation (CV)	0.14162597
Kurtosis	-0.29902183
Mean	80.904221
Median Absolute Deviation (MAD)	8
Skewness	-0.18186642
Sum	99674
Variance	131.28895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83	49	4.0%
86	46	3.7%
76	43	3.5%
79	43	3.5%
88	43	3.5%
90	40	3.2%
89	39	3.2%
75	39	3.2%
85	38	3.1%
80	37	3.0%
Other values (53)	815	66.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40	1	0.1%
43	1	0.1%
50	1	0.1%
51	2	0.2%
52	2	0.2%
53	3	0.2%
54	5	0.4%
55	4	0.3%
56	6	0.5%
57	6	0.5%

Value	Count	Frequency (%)
116	1	0.1%
114	1	0.1%
109	1	0.1%
108	3	0.2%
106	1	0.1%
105	1	0.1%
104	4	0.3%
103	9	0.7%
102	10	0.8%
101	11	0.9%

OBP
Real number (ℝ)

Distinct	87
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32633117

Minimum	0.277
Maximum	0.373
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	0.277
5-th percentile	0.302
Q1	0.317
median	0.326
Q3	0.337
95-th percentile	0.352
Maximum	0.373
Range	0.096
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.015012772
Coefficient of variation (CV)	0.046004715
Kurtosis	0.067597287
Mean	0.32633117
Median Absolute Deviation (MAD)	0.01
Skewness	0.017635262
Sum	402.04
Variance	0.00022538333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.322	42	3.4%
0.32	39	3.2%
0.325	37	3.0%
0.321	36	2.9%
0.333	35	2.8%
0.324	34	2.8%
0.33	34	2.8%
0.331	33	2.7%
0.323	33	2.7%
0.339	31	2.5%
Other values (77)	878	71.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.277	1	0.1%
0.281	1	0.1%
0.283	1	0.1%
0.284	1	0.1%
0.285	3	0.2%
0.287	1	0.1%
0.288	2	0.2%
0.289	1	0.1%
0.29	1	0.1%
0.291	3	0.2%

Value	Count	Frequency (%)
0.373	1	0.1%
0.369	1	0.1%
0.367	1	0.1%
0.366	3	0.2%
0.364	1	0.1%
0.363	2	0.2%
0.362	6	0.5%
0.361	3	0.2%
0.36	6	0.5%
0.359	1	0.1%

SLG
Real number (ℝ)

Distinct	162
Distinct (%)	13.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.39734172

Minimum	0.301
Maximum	0.491
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	0.301
5-th percentile	0.344
Q1	0.375
median	0.396
Q3	0.421
95-th percentile	0.455
Maximum	0.491
Range	0.19
Interquartile range (IQR)	0.046

Descriptive statistics

Standard deviation	0.033266899
Coefficient of variation (CV)	0.083723649
Kurtosis	-0.31717178
Mean	0.39734172
Median Absolute Deviation (MAD)	0.023
Skewness	0.054330043
Sum	489.525
Variance	0.0011066865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.401	21	1.7%
0.395	20	1.6%
0.381	20	1.6%
0.409	19	1.5%
0.391	19	1.5%
0.388	18	1.5%
0.403	18	1.5%
0.396	18	1.5%
0.387	17	1.4%
0.385	17	1.4%
Other values (152)	1045	84.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.301	1	0.1%
0.311	1	0.1%
0.315	3	0.2%
0.317	2	0.2%
0.318	3	0.2%
0.319	2	0.2%
0.32	1	0.1%
0.325	1	0.1%
0.326	2	0.2%
0.327	3	0.2%

Value	Count	Frequency (%)
0.491	1	0.1%
0.485	1	0.1%
0.484	1	0.1%
0.483	1	0.1%
0.479	1	0.1%
0.478	2	0.2%
0.477	1	0.1%
0.475	2	0.2%
0.472	6	0.5%
0.471	1	0.1%

BA
Real number (ℝ)

Distinct	75
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.25927273

Minimum	0.214
Maximum	0.294
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	0.214
5-th percentile	0.238
Q1	0.251
median	0.26
Q3	0.268
95-th percentile	0.28
Maximum	0.294
Range	0.08
Interquartile range (IQR)	0.017

Descriptive statistics

Standard deviation	0.012907229
Coefficient of variation (CV)	0.04978244
Kurtosis	0.0095668343
Mean	0.25927273
Median Absolute Deviation (MAD)	0.009
Skewness	-0.11118461
Sum	319.424
Variance	0.00016659656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.263	49	4.0%
0.261	44	3.6%
0.258	41	3.3%
0.264	40	3.2%
0.256	39	3.2%
0.26	38	3.1%
0.259	36	2.9%
0.267	36	2.9%
0.262	36	2.9%
0.27	35	2.8%
Other values (65)	838	68.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.214	1	0.1%
0.219	1	0.1%
0.22	1	0.1%
0.221	1	0.1%
0.223	1	0.1%
0.224	1	0.1%
0.225	4	0.3%
0.227	2	0.2%
0.228	3	0.2%
0.229	3	0.2%

Value	Count	Frequency (%)
0.294	1	0.1%
0.293	2	0.2%
0.292	1	0.1%
0.291	2	0.2%
0.29	1	0.1%
0.289	3	0.2%
0.288	8	0.6%
0.287	6	0.5%
0.286	3	0.2%
0.285	3	0.2%

Playoffs
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	19.2 KiB

0	988
1	244

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1232
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	988	80.2%
1	244	19.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	988	80.2%
1	244	19.8%

Most occurring characters

Value	Count	Frequency (%)
0	988	80.2%
1	244	19.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1232	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	988	80.2%
1	244	19.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	1232	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	988	80.2%
1	244	19.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1232	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	988	80.2%
1	244	19.8%

RankSeason
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.61850649

Minimum	0
Maximum	8
Zeros	988
Zeros (%)	80.2%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.4651927
Coefficient of variation (CV)	2.3689205
Kurtosis	5.8338518
Mean	0.61850649
Median Absolute Deviation (MAD)	0
Skewness	2.5425474
Sum	762
Variance	2.1467896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	988	80.2%
2	53	4.3%
1	52	4.2%
4	44	3.6%
3	44	3.6%
5	21	1.7%
6	20	1.6%
7	9	0.7%
8	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	988	80.2%
1	52	4.2%
2	53	4.3%
3	44	3.6%
4	44	3.6%
5	21	1.7%
6	20	1.6%
7	9	0.7%
8	1	0.1%

Value	Count	Frequency (%)
8	1	0.1%
7	9	0.7%
6	20	1.6%
5	21	1.7%
4	44	3.6%
3	44	3.6%
2	53	4.3%
1	52	4.2%
0	988	80.2%

RankPlayoffs
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53814935

Minimum	0
Maximum	5
Zeros	988
Zeros (%)	80.2%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.1876042
Coefficient of variation (CV)	2.2068301
Kurtosis	2.6546884
Mean	0.53814935
Median Absolute Deviation (MAD)	0
Skewness	2.0353726
Sum	663
Variance	1.4104037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	988	80.2%
3	80	6.5%
4	68	5.5%
2	47	3.8%
1	47	3.8%
5	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	988	80.2%
1	47	3.8%
2	47	3.8%
3	80	6.5%
4	68	5.5%
5	2	0.2%

Value	Count	Frequency (%)
5	2	0.2%
4	68	5.5%
3	80	6.5%
2	47	3.8%
1	47	3.8%
0	988	80.2%

G
Real number (ℝ)

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	161.91883

Minimum	158
Maximum	165
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	158
5-th percentile	161
Q1	162
median	162
Q3	162
95-th percentile	163
Maximum	165
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.62436523
Coefficient of variation (CV)	0.0038560384
Kurtosis	7.0242506
Mean	161.91883
Median Absolute Deviation (MAD)	0
Skewness	-1.0446305
Sum	199484
Variance	0.38983194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
162	954	77.4%
161	139	11.3%
163	93	7.5%
160	23	1.9%
164	10	0.8%
159	10	0.8%
165	2	0.2%
158	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
158	1	0.1%
159	10	0.8%
160	23	1.9%
161	139	11.3%
162	954	77.4%
163	93	7.5%
164	10	0.8%
165	2	0.2%

Value	Count	Frequency (%)
165	2	0.2%
164	10	0.8%
163	93	7.5%
162	954	77.4%
161	139	11.3%
160	23	1.9%
159	10	0.8%
158	1	0.1%

OOBP
Real number (ℝ)

Distinct	73
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.33226429

Minimum	0.294
Maximum	0.384
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	0.294
5-th percentile	0.31455
Q1	0.33226429
median	0.33226429
Q3	0.33226429
95-th percentile	0.34845
Maximum	0.384
Range	0.09
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0089235249
Coefficient of variation (CV)	0.026856708
Kurtosis	4.7727781
Mean	0.33226429
Median Absolute Deviation (MAD)	0
Skewness	0.33445736
Sum	409.3496
Variance	7.9629297 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3322642857	812	65.9%
0.329	13	1.1%
0.327	13	1.1%
0.314	13	1.1%
0.336	12	1.0%
0.33	12	1.0%
0.342	12	1.0%
0.319	11	0.9%
0.348	11	0.9%
0.328	11	0.9%
Other values (63)	312	25.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.294	1	0.1%
0.296	1	0.1%
0.301	1	0.1%
0.302	1	0.1%
0.303	2	0.2%
0.304	1	0.1%
0.305	2	0.2%
0.306	4	0.3%
0.307	2	0.2%
0.308	6	0.5%

Value	Count	Frequency (%)
0.384	1	0.1%
0.372	1	0.1%
0.371	1	0.1%
0.369	1	0.1%
0.368	1	0.1%
0.367	1	0.1%
0.365	1	0.1%
0.364	1	0.1%
0.362	6	0.5%
0.361	2	0.2%

OSLG
Real number (ℝ)

Distinct	113
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41974286

Minimum	0.346
Maximum	0.499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.2 KiB

Quantile statistics

Minimum	0.346
5-th percentile	0.393
Q1	0.41974286
median	0.41974286
Q3	0.41974286
95-th percentile	0.45
Maximum	0.499
Range	0.153
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.015466119
Coefficient of variation (CV)	0.036846652
Kurtosis	5.2347689
Mean	0.41974286
Median Absolute Deviation (MAD)	0
Skewness	0.20241509
Sum	517.1232
Variance	0.00023920084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4197428571	812	65.9%
0.431	16	1.3%
0.423	13	1.1%
0.422	10	0.8%
0.398	9	0.7%
0.404	8	0.6%
0.408	8	0.6%
0.407	8	0.6%
0.415	8	0.6%
0.405	8	0.6%
Other values (103)	332	26.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.346	1	0.1%
0.352	1	0.1%
0.354	1	0.1%
0.361	3	0.2%
0.364	2	0.2%
0.368	1	0.1%
0.37	1	0.1%
0.371	1	0.1%
0.372	3	0.2%
0.373	1	0.1%

Value	Count	Frequency (%)
0.499	1	0.1%
0.494	1	0.1%
0.483	1	0.1%
0.481	1	0.1%
0.48	1	0.1%
0.476	4	0.3%
0.475	1	0.1%
0.474	1	0.1%
0.473	1	0.1%
0.471	2	0.2%

Auto

Heatmap
Table

	Year	RS	RA	W	OBP	SLG	BA	RankSeason	RankPlayoffs	G	OOBP	OSLG	Team	League	Playoffs
Year	1.000	0.401	0.395	-0.003	0.339	0.532	0.314	0.163	0.168	-0.008	-0.098	-0.074	0.106	0.000	0.130
RS	0.401	1.000	0.345	0.503	0.884	0.912	0.806	0.379	0.389	0.078	-0.020	0.051	0.153	0.197	0.388
RA	0.395	0.345	1.000	-0.534	0.299	0.413	0.300	-0.249	-0.252	-0.047	0.412	0.417	0.162	0.165	0.242
W	-0.003	0.503	-0.534	1.000	0.468	0.390	0.394	0.613	0.625	0.123	-0.381	-0.325	0.135	0.041	0.732
OBP	0.339	0.884	0.299	0.468	1.000	0.768	0.833	0.350	0.359	0.029	-0.014	0.042	0.169	0.169	0.371
SLG	0.532	0.912	0.413	0.390	0.768	1.000	0.766	0.330	0.337	0.039	-0.015	0.039	0.179	0.154	0.329
BA	0.314	0.806	0.300	0.394	0.833	0.766	1.000	0.288	0.290	0.042	0.025	0.075	0.208	0.217	0.287
RankSeason	0.163	0.379	-0.249	0.613	0.350	0.330	0.288	1.000	0.989	0.032	-0.281	-0.247	0.095	0.009	0.997
RankPlayoffs	0.168	0.389	-0.252	0.625	0.359	0.337	0.290	0.989	1.000	0.028	-0.283	-0.251	0.080	0.000	0.998
G	-0.008	0.078	-0.047	0.123	0.029	0.039	0.042	0.032	0.028	1.000	-0.038	-0.011	0.000	0.098	0.045
OOBP	-0.098	-0.020	0.412	-0.381	-0.014	-0.015	0.025	-0.281	-0.283	-0.038	1.000	0.749	0.197	0.000	0.310
OSLG	-0.074	0.051	0.417	-0.325	0.042	0.039	0.075	-0.247	-0.251	-0.011	0.749	1.000	0.186	0.078	0.260
Team	0.106	0.153	0.162	0.135	0.169	0.179	0.208	0.095	0.080	0.000	0.197	0.186	1.000	0.969	0.220
League	0.000	0.197	0.165	0.041	0.169	0.154	0.217	0.009	0.000	0.098	0.000	0.078	0.969	1.000	0.000
Playoffs	0.130	0.388	0.242	0.732	0.371	0.329	0.287	0.997	0.998	0.045	0.310	0.260	0.220	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Team	League	Year	RS	RA	W	OBP	SLG	BA	Playoffs	RankSeason	RankPlayoffs	G	OOBP	OSLG
0	ARI	NL	2012	734	688	81	0.328	0.418	0.259	0	0	0	162	0.317	0.415
1	ATL	NL	2012	700	600	94	0.320	0.389	0.247	1	4	5	162	0.306	0.378
2	BAL	AL	2012	712	705	93	0.311	0.417	0.247	1	5	4	162	0.315	0.403
3	BOS	AL	2012	734	806	69	0.315	0.415	0.260	0	0	0	162	0.331	0.428
4	CHC	NL	2012	613	759	61	0.302	0.378	0.240	0	0	0	162	0.335	0.424
5	CHW	AL	2012	748	676	85	0.318	0.422	0.255	0	0	0	162	0.319	0.405
6	CIN	NL	2012	669	588	97	0.315	0.411	0.251	1	2	4	162	0.305	0.390
7	CLE	AL	2012	667	845	68	0.324	0.381	0.251	0	0	0	162	0.336	0.430
8	COL	NL	2012	758	890	64	0.330	0.436	0.274	0	0	0	162	0.357	0.470
9	DET	AL	2012	726	670	88	0.335	0.422	0.268	1	6	2	162	0.314	0.402

	Team	League	Year	RS	RA	W	OBP	SLG	BA	Playoffs	RankSeason	RankPlayoffs	G	OOBP	OSLG
1222	LAD	NL	1962	842	697	102	0.337	0.400	0.268	0	0	0	165	0.332264	0.419743
1223	MIN	AL	1962	798	713	91	0.338	0.412	0.260	0	0	0	163	0.332264	0.419743
1224	MLN	NL	1962	730	665	86	0.326	0.403	0.252	0	0	0	162	0.332264	0.419743
1225	NYM	NL	1962	617	948	40	0.318	0.361	0.240	0	0	0	161	0.332264	0.419743
1226	NYY	AL	1962	817	680	96	0.337	0.426	0.267	1	2	1	162	0.332264	0.419743
1227	PHI	NL	1962	705	759	81	0.330	0.390	0.260	0	0	0	161	0.332264	0.419743
1228	PIT	NL	1962	706	626	93	0.321	0.394	0.268	0	0	0	161	0.332264	0.419743
1229	SFG	NL	1962	878	690	103	0.341	0.441	0.278	1	1	2	165	0.332264	0.419743
1230	STL	NL	1962	774	664	84	0.335	0.394	0.271	0	0	0	163	0.332264	0.419743
1231	WSA	AL	1962	599	716	60	0.308	0.373	0.250	0	0	0	162	0.332264	0.419743

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample